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Real-Time Semantic Segmentation

29 papers with code · Computer Vision

Real-time semantic segmentation is the task of achieving computationally efficient semantic segmentation (while maintaining a base level of accuracy).

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Latest papers with code

DABNet: Depth-wise Asymmetric Bottleneck for Real-time Semantic Segmentation

26 Jul 2019Reagan1311/DABNet

As a pixel-level prediction task, semantic segmentation needs large computational cost with enormous parameters to obtain high performance.

REAL-TIME SEMANTIC SEGMENTATION

40
26 Jul 2019

ESNet: An Efficient Symmetric Network for Real-time Semantic Segmentation

24 Jun 2019xiaoyufenfei/ESNet

The whole network has nearly symmetric architecture, which is mainly composed of a series of factorized convolution unit (FCU) and its parallel counterparts (PFCU).

REAL-TIME SEMANTIC SEGMENTATION

70
24 Jun 2019

DiCENet: Dimension-wise Convolutions for Efficient Networks

8 Jun 2019sacmehta/EdgeNets

Our model shows significant improvements over state-of-the-art models across various visual recognition tasks, including image classification, object detection, and semantic segmentation.

IMAGE CLASSIFICATION NEURAL ARCHITECTURE SEARCH REAL-TIME OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION

137
08 Jun 2019

In Defense of Pre-Trained ImageNet Architectures for Real-Time Semantic Segmentation of Road-Driving Images

CVPR 2019 orsic/swiftnet

Recent success of semantic segmentation approaches on demanding road driving datasets has spurred interest in many related application fields.

REAL-TIME SEMANTIC SEGMENTATION

113
01 Jun 2019

LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation

7 May 2019xiaoyufenfei/LEDNet

LEDNet: A Lightweight Encoder-Decoder Network for Real-time Semantic Segmentation

REAL-TIME SEMANTIC SEGMENTATION

240
07 May 2019

DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation

CVPR 2019 huaifeng1993/DFANet

This paper introduces an extremely efficient CNN architecture named DFANet for semantic segmentation under resource constraints.

REAL-TIME SEMANTIC SEGMENTATION

88
03 Apr 2019

MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based Tasks

3 Apr 2019tynguyen/MAVNet

Real-time semantic image segmentation on platforms subject to size, weight and power (SWaP) constraints is a key area of interest for air surveillance and inspection.

REAL-TIME SEMANTIC SEGMENTATION VISUAL ODOMETRY

4
03 Apr 2019

In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images

20 Mar 2019orsic/swiftnet

Recent success of semantic segmentation approaches on demanding road driving datasets has spurred interest in many related application fields.

REAL-TIME SEMANTIC SEGMENTATION

113
20 Mar 2019

Fast-SCNN: Fast Semantic Segmentation Network

12 Feb 2019kshitizrimal/Fast-SCNN

The encoder-decoder framework is state-of-the-art for offline semantic image segmentation.

REAL-TIME SEMANTIC SEGMENTATION

50
12 Feb 2019